// ml systems · agentic ai · infrastructure
I build the rails and guardrails
for autonomous AI.From the model to the metal._
Reinforcement-learning systems, open-source agent tooling, and the infrastructure underneath.
autonomous agents on a leash they can’t loosen see how it works →
Selected work
01Agent Constitution & master-loop→A safety framework — and the controller that enforces it — for running fleets of autonomous coding agents.02interlock→A deterministic governance gate that decides which AI-agent pull requests can merge on their own.03Structural weight optimiser→A finite-element solver and a meta-heuristic optimiser, both hand-written in MATLAB, that search a steel frame toward minimum weight — every candidate validated against Abaqus.04Hokm RL agent→A reinforcement-learning agent that plays Hokm, a four-player hidden-hand card game, reasoning under partial observability.
About
A senior structural engineer — two master’s degrees, both with distinction — who kept reaching for code, until building software became the work. Today I build ML systems and agentic-AI tooling, and ship the whole thing end-to-end: model, interface, and the infrastructure it runs on.
the full story →Writing
all writing →Contact
Building something interesting?
I’m always happy to talk shop — ML, agents, or the messy reality of shipping software.
[email protected]